Time Series Modeling for Analysis and Control: Advanced Autopilot and Monitoring Systems (SpringerBriefs in Statistics)
暫譯: 時間序列建模分析與控制:先進自動駕駛與監控系統 (SpringerBriefs in Statistics)

Kohei Ohtsu

  • 出版商: Springer
  • 出版日期: 2015-04-01
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 132
  • 裝訂: Paperback
  • ISBN: 4431553029
  • ISBN-13: 9784431553021
  • 相關分類: 機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

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商品描述

This book presents multivariate time series methods for the analysis and optimal control of feedback systems. Although ships’ autopilot systems are considered through the entire book, the methods set forth in this book can be applied to many other complicated, large, or noisy feedback control systems for which it is difficult to derive a model of the entire system based on theory in that subject area. The basic models used in this method are the multivariate autoregressive model with exogenous variables (ARX) model and the radial bases function net-type coefficients ARX model. The noise contribution analysis can then be performed through the estimated autoregressive (AR) model and various types of autopilot systems can be designed through the state–space representation of the models. The marine autopilot systems addressed in this book include optimal controllers for course-keeping motion, rolling reduction controllers with rudder motion, engine governor controllers, noise adaptive autopilots, route-tracking controllers by direct steering, and the reference course-setting approach. The methods presented here are exemplified with real data analysis and experiments on real ships. This book is highly recommended to readers who are interested in designing optimal or adaptive controllers not only of ships but also of any other complicated systems under noisy disturbance conditions.

商品描述(中文翻譯)

本書介紹了多變量時間序列方法,用於反饋系統的分析和最佳控制。雖然整本書都以船舶自動駕駛系統為主題,但本書中提出的方法也可以應用於許多其他複雜、大型或噪聲較大的反饋控制系統,這些系統基於該領域的理論難以推導出整體模型。本方法中使用的基本模型是帶外生變量的多變量自回歸模型(ARX)和徑向基函數網絡型係數ARX模型。然後,可以通過估計的自回歸(AR)模型進行噪聲貢獻分析,並通過模型的狀態空間表示設計各種類型的自動駕駛系統。本書中討論的海洋自動駕駛系統包括航向保持運動的最佳控制器、帶舵運動的滾動減少控制器、引擎調速器控制器、噪聲自適應自動駕駛系統、直接操舵的路徑跟踪控制器以及參考航向設定方法。本書中的方法以實際數據分析和真實船舶實驗為例進行說明。對於有興趣設計最佳或自適應控制器的讀者,本書強烈推薦,不僅限於船舶,還包括任何其他在噪聲擾動條件下的複雜系統。